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Agentic AI with Claude is not just about prompting. It is about designing the complete agent architecture around the model. When people talk about AI agents, they often focus only on the LLM. But th
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Most AI projects fail before a single line of code is written. Not because the team is bad. Not because the model is wrong. They picked the wrong architecture. Someone reads about multi-agent syste
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Vector databases don’t find matches. They find nearest neighbors. That one shift is why most teams misuse them 👇 🧠 A normal database asks “where’s the row that equals 42?” A vector database asks
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“AI agent” isn’t one thing. It’s a stack 👇 🧠 LLM → predicts the next word. Smart, but frozen. 📚 + RAG → reads your docs before answering. 🔧 + Tool Calling → now it can DO things. Call APIs, ru
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𝗠𝗼𝗱𝗲𝗿𝗻 𝗔𝗜 𝗶𝘀 𝗮 𝘀𝘁𝗮𝗰𝗸. 𝗠𝗼𝘀𝘁 𝗽𝗲𝗼𝗽𝗹𝗲 𝗼𝗻𝗹𝘆 𝘀𝗲𝗲 𝘁𝗵𝗲 𝘁𝗼𝗽 𝗼𝗳 𝗶𝘁. This week I broke down four layers — from the agent down to the silicon. → 𝗟𝗮𝘆𝗲𝗿 𝟰 — 𝗧𝗵𝗲
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How to turn any AI idea into a real workflow. Most AI projects fail before the model is even picked. The team starts with the model. Then tries to wrap a workflow around it. That order is the probl
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Want to lean Claude code this Sunday ?
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Every few years, software gives us a new way to work. Cloud changed where we deploy. Containers changed how we ship. Components changed how we build UI. Claude Code is the next one. It's not a s
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Your AI agent works in dev. It will break in production. Talk to anyone shipping agents in production and the same pattern shows up. Demos pass. Pilots look clean. Then real users arrive and the cra
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Everyone's using Claude Code as a solo assistant. That's leaving 90% of its power on the table. 🧵 The real unlock = Subagents + MCP together. Here's what that actually means 👇 ━━━━━━━━━━━━━━━━━
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Skills, Subagents, MCP, and Hooks are not four versions of the same thing. They solve four different problems. Mix them up and your Claude Code setup starts to feel shaky for reasons no one can expla
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6 processors. One AI system. Most engineers only know 2. 🧠⚡ Save this — you'll reference it more than you think. 👇 🔵 CPU → The conductor. Routes every request to the right processor. Without it,
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About @codewithbrij

Brij Kishore Pandey is a verified Instagram macro influencer in the Science, Technology & Engineering category. With 283.9K followers and 12 posts, codewithbrij's account shows a follower-to-following ratio of 722.3:1. This profile has significant reach and engagement potential for brand collaborations. View all content anonymously on Pictame - no login required.

codewithbrij's engagement rate sits at 0.14%. For accounts with 100K-500K followers, the average is around 1.8%, so there's some room to grow — though every community is unique.

Out of the last 12 posts, 8% are videos and 92% are photos. Notably, photos tend to get 5.0x more engagement than videos. New content goes up pretty much every day — a very consistent posting habit. Captions lean detailed, averaging 997 characters.

0.14% engagement rate — room to grow compared to average for 100K-500K follower accounts.
8% videos, 92% photos. Photos get 5.0x more engagement here.
Posts every day — very consistent.
722.3:1 follower-to-following ratio.

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codewithbrij
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@codewithbrij

Brij Kishore Pandey

PublicScience, Technology & Engineering
Posts
12
Top Hashtags
#artist#artwork#art#amazing#cute#design#dogsofinstagram#explore

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Followers
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Engagement
0.14%

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